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Deep RL

3861 directly classified papers

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Papers

Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning NIPS 2023
For SALE: State-Action Representation Learning for Deep Reinforcement Learning NIPS 2023
Reinforcement Learning with Simple Sequence Priors NIPS 2023
Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive Learning NIPS 2023
Prediction and Control in Continual Reinforcement Learning NIPS 2023
Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning NIPS 2023
SPQR: Controlling Q-ensemble Independence with Spiked Random Model for Reinforcement Learning NIPS 2023
ODE-based Recurrent Model-free Reinforcement Learning for POMDPs NIPS 2023
RL-based Stateful Neural Adaptive Sampling and Denoising for Real-Time Path Tracing NIPS 2023
Decision-Aware Actor-Critic with Function Approximation and Theoretical Guarantees NIPS 2023
Efficient Model-Free Exploration in Low-Rank MDPs NIPS 2023
Efficient Diffusion Policies For Offline Reinforcement Learning NIPS 2023
Accelerating Exploration with Unlabeled Prior Data NIPS 2023
State Sequences Prediction via Fourier Transform for Representation Learning NIPS 2023
A Unified Algorithm Framework for Unsupervised Discovery of Skills based on Determinantal Point Process NIPS 2023
Train Hard, Fight Easy: Robust Meta Reinforcement Learning NIPS 2023
Model-Based Reparameterization Policy Gradient Methods: Theory and Practical Algorithms NIPS 2023
Video Prediction Models as Rewards for Reinforcement Learning NIPS 2023
Iterative Reachability Estimation for Safe Reinforcement Learning NIPS 2023
Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards NIPS 2023
Reinforcement Learning with Fast and Forgetful Memory NIPS 2023
Resetting the Optimizer in Deep RL: An Empirical Study NIPS 2023
Facing Off World Model Backbones: RNNs, Transformers, and S4 NIPS 2023
Successor-Predecessor Intrinsic Exploration NIPS 2023
Model-free Posterior Sampling via Learning Rate Randomization NIPS 2023